Inspecting what an alert looks like

# Run from the top of the repo
%cd ..

/Users/pete/calkit/boom-benchmarking

import calkit

calkit.declare_notebook(
    path="notebooks/inspect-alert.ipynb",
    title="Inspect alert structure",
    description="This notebook shows the structure of the ZTF and NED alerts.",
    stage_name="inspect-alert",
    environment_name="py",
    inputs=["data/kowalski.NED.json", "data/ztf_public_20250614"],
    outputs=[],
    html_storage="git",
    executed_ipynb_storage=None,
    cleaned_ipynb_storage=None,
)

import glob
from pprint import pprint

from fastavro import reader

alert = glob.glob("data/ztf_public_20250614/*.avro")[0]

with open(alert, "rb") as f:
    avro_reader = reader(f)
    for record in avro_reader:
        print(type(record))
        # Pretty-print the dictionary
        pprint(record)

<class 'dict'>

{

'candid'

: 

3086230532915015027

,
 

'candidate'

: 

{

'aimage'

: 

0.6679999828338623

,
               

'aimagerat'

: 

0.3274509906768799

,
               

'bimage'

: 

0.6380000114440918

,
               

'bimagerat'

: 

0.3127450942993164

,
               

'candid'

: 

3086230532915015027

,
               

'chinr'

: 

0.7649999856948853

,
               

'chipsf'

: 

281.27392578125

,
               

'classtar'

: 

1.0

,
               

'clrcoeff'

: 

-0.02239600010216236

,
               

'clrcounc'

: 

1.305089972447604e-05

,
               

'clrmed'

: 

0.5299999713897705

,
               

'clrrms'

: 

0.13931599259376526

,
               

'dec'

: 

-24.8454232

,
               

'decnr'

: 

-24.8452452

,
               

'diffmaglim'

: 

19.93616485595703

,
               

'distnr'

: 

0.6430389881134033

,
               

'distpsnr1'

: 

0.96211177110672

,
               

'distpsnr2'

: 

2.3872311115264893

,
               

'distpsnr3'

: 

4.148247718811035

,
               

'drb'

: 

0.9413444995880127

,
               

'drbversion'

: 

'd6_m7'

,
               

'dsdiff'

: 

-893.7875366210938

,
               

'dsnrms'

: 

683.1524047851562

,
               

'elong'

: 

1.0470219850540161

,
               

'exptime'

: 

30.0

,
               

'fid'

: 

1

,
               

'field'

: 

278

,
               

'fwhm'

: 

2.0399999618530273

,
               

'isdiffpos'

: 

't'

,
               

'jd'

: 

2460840.7305324

,
               

'jdendhist'

: 

2460840.7305324

,
               

'jdendref'

: 

2458654.792813

,
               

'jdstarthist'

: 

2458642.7938194

,
               

'jdstartref'

: 

2458235.875718

,
               

'magap'

: 

14.29800033569336

,
               

'magapbig'

: 

14.296899795532227

,
               

'magdiff'

: 

0.15158000588417053

,
               

'magfromlim'

: 

5.638165473937988

,
               

'maggaia'

: 

11.65066146850586

,
               

'maggaiabright'

: 

11.65066146850586

,
               

'magnr'

: 

12.856999397277832

,
               

'magpsf'

: 

14.146419525146484

,
               

'magzpsci'

: 

26.133420944213867

,
               

'magzpscirms'

: 

0.022290000692009926

,
               

'magzpsciunc'

: 

4.484400051296689e-06

,
               

'mindtoedge'

: 

749.3596801757812

,
               

'nbad'

: 

0

,
               

'ncovhist'

: 

1172

,
               

'ndethist'

: 

287

,
               

'neargaia'

: 

0.7262901663780212

,
               

'neargaiabright'

: 

0.7262901663780212

,
               

'nframesref'

: 

15

,
               

'nid'

: 

3086

,
               

'nmatches'

: 

1923

,
               

'nmtchps'

: 

20

,
               

'nneg'

: 

1

,
               

'objectidps1'

: 

78182394768016109

,
               

'objectidps2'

: 

78182394773195594

,
               

'objectidps3'

: 

78182394754726047

,
               

'pdiffimfilename'

: 

'ztf_20250614230521_000278_zg_c08_o_q2_scimrefdiffimg.fits'

,
               

'pid'

: 

3086230532915

,
               

'programid'

: 

1

,
               

'programpi'

: 

'Kulkarni'

,
               

'ra'

: 

239.476729

,
               

'ranr'

: 

239.4767598

,
               

'rb'

: 

0.6171428561210632

,
               

'rbversion'

: 

't17_f5_c3'

,
               

'rcid'

: 

29

,
               

'rfid'

: 

278120129

,
               

'scorr'

: 

12.4412078857422

,
               

'seeratio'

: 

1.3013924360275269

,
               

'sgmag1'

: 

13.02400016784668

,
               

'sgmag2'

: 

-999.0

,
               

'sgmag3'

: 

-999.0

,
               

'sgscore1'

: 

0.5

,
               

'sgscore2'

: 

0.5

,
               

'sgscore3'

: 

0.5

,
               

'sharpnr'

: 

0.012000000104308128

,
               

'sigmagap'

: 

0.004999999888241291

,
               

'sigmagapbig'

: 

0.0052999998442828655

,
               

'sigmagnr'

: 

0.013000000268220901

,
               

'sigmapsf'

: 

0.04640359431505203

,
               

'simag1'

: 

11.314000129699707

,
               

'simag2'

: 

-999.0

,
               

'simag3'

: 

16.682300567626953

,
               

'sky'

: 

0.013669529929757118

,
               

'srmag1'

: 

11.87600040435791

,
               

'srmag2'

: 

-999.0

,
               

'srmag3'

: 

-999.0

,
               

'ssdistnr'

: 

-999.0

,
               

'ssmagnr'

: 

-999.0

,
               

'ssnamenr'

: 

'null'

,
               

'ssnrms'

: 

1576.93994140625

,
               

'sumrat'

: 

1.0

,
               

'szmag1'

: 

10.949000358581543

,
               

'szmag2'

: 

16.714000701904297

,
               

'szmag3'

: 

15.946700096130371

,
               

'tblid'

: 

27

,
               

'tooflag'

: 

0

,
               

'xpos'

: 

2323.140380859375

,
               

'ypos'

: 

2037.85302734375

,
               

'zpclrcov'

: 

-7.430000096064759e-06

,
               

'zpmed'

: 

26.121999740600586

}

,
 

'cutoutDifference'

: 

{

'fileName'

: 

'candid3086230532915015027_pid3086230532915_targ_scimref.fits.gz'

,
                      

'stampData'

: 

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b'\x05k\xaf8\xedTa\xec\xb4\xe2\x96\xb5'

b'\xe2\xb6\xf2\xc7\x95\x0f\x93\xe3'

b'\x1e\xf5\xe3\xd4\x94g\x14K\x80\xd1@Y)\xcd)"'

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b'X\xb3\x92\xec>f\xe7\x11\xf8\x1fH\x9f'

b'+Z\xca\xdc\xc7\xb0w\xc6b$\xb1u\xce\xab1\xc6'

b'\xfc\x8c\x7fO\t|\x93\xc4\xaa\xe3\xa4\xb9'

b'\xd5\x17\xe0[\xab\xbe+\xef\x93\xa7j^'

b'\xe7\xf5\xc6\xac\xd5N\x99NZ\xa2uXK\x9a\xe1K'

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b']\xff]\xff]\xff]\xff\xd7\xaf\xff\x07{\xed6J'

b'\xc0N\x00\x00'

}

,
 

'fp_hists'

: 

[

{

'adpctdif1'

: 

0.06817200034856796

,
               

'adpctdif2'

: 

0.06687600165605545

,
               

'chinr'

: 

1.0

,
               

'clrcoeff'

: 

0.06881029903888702

,
               

'clrcounc'

: 

1.1466599971754476e-05

,
               

'decnr'

: 

-24.845565

,
               

'diffmaglim'

: 

19.337600708007812

,
               

'distnr'

: 

3.861276626586914

,
               

'exptime'

: 

30.0

,
               

'fid'

: 

2

,
               

'field'

: 

277

,
               

'forcediffimflux'

: 

-99999.0

,
               

'forcediffimfluxunc'

: 

-99999.0

,
               

'jd'

: 

2460839.8065625

,
               

'magnr'

: 

16.02199935913086

,
               

'magzpsci'

: 

26.215499877929688

,
               

'magzpscirms'

: 

0.01962440088391304

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'magzpsciunc'

: 

4.007300049124751e-06

,
               

'pid'

: 

3085306561615

,
               

'procstatus'

: 

'55'

,
               

'programid'

: 

1

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'ranr'

: 

239.4755574

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'rcid'

: 

16

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'rfid'

: 

277120216

,
               

'scibckgnd'

: 

451.51800537109375

,
               

'sciinpseeing'

: 

2.101799964904785

,
               

'scisigpix'

: 

16.749900817871094

,
               

'sharpnr'

: 

0.3919999897480011

,
               

'sigmagnr'

: 

0.2029999941587448

}

,
              

{

'adpctdif1'

: 

0.08012700080871582

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'adpctdif2'

: 

0.08045399934053421

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'chinr'

: 

-99999.0

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'clrcoeff'

: 

-0.07775759696960449

,
               

'clrcounc'

: 

6.463430327130482e-05

,
               

'decnr'

: 

-99999.0

,
               

'diffmaglim'

: 

18.663000106811523

,
               

'distnr'

: 

-99999.0

,
               

'exptime'

: 

30.0

,
               

'fid'

: 

1

,
               

'field'

: 

277

,
               

'forcediffimflux'

: 

-99999.0

,
               

'forcediffimfluxunc'

: 

-99999.0

,
               

'jd'

: 

2460839.7896528

,
               

'magnr'

: 

-99999.0

,
               

'magzpsci'

: 

25.945499420166016

,
               

'magzpscirms'

: 

0.043691400438547134

,
               

'magzpsciunc'

: 

2.1554300474235788e-05

,
               

'pid'

: 

3085289651915

,
               

'procstatus'

: 

'61'

,
               

'programid'

: 

1

,
               

'ranr'

: 

-99999.0

,
               

'rcid'

: 

19

,
               

'rfid'

: 

277120119

,
               

'scibckgnd'

: 

221.82699584960938

,
               

'sciinpseeing'

: 

2.6951000690460205

,
               

'scisigpix'

: 

19.801799774169922

,
               

'sharpnr'

: 

-99999.0

,
               

'sigmagnr'

: 

-99999.0

}

,
              

{

'adpctdif1'

: 

0.0757490023970604

,
               

'adpctdif2'

: 

0.07767300307750702

,
               

'chinr'

: 

-99999.0

,
               

'clrcoeff'

: 

0.09258980304002762

,
               

'clrcounc'

: 

1.9231300029787235e-05

,
               

'decnr'

: 

-99999.0

,
               

'diffmaglim'

: 

18.868999481201172

,
               

'distnr'

: 

-99999.0

,
               

'exptime'

: 

30.0

,
               

'fid'

: 

2

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'field'

: 

278

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'forcediffimflux'

: 

-99999.0

,
               

'forcediffimfluxunc'

: 

-99999.0

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'jd'

: 

2460838.7940741

,
               

'magnr'

: 

-99999.0

,
               

'magzpsci'

: 

26.202600479125977

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'magzpscirms'

: 

0.02657349966466427

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'magzpsciunc'

: 

6.591999863303499e-06

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'pid'

: 

3084294072915

,
               

'procstatus'

: 

'55'

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'programid'

: 

1

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'ranr'

: 

-99999.0

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'rcid'

: 

29

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'rfid'

: 

278120229

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'scibckgnd'

: 

369.90899658203125

,
               

'sciinpseeing'

: 

2.3780999183654785

,
               

'scisigpix'

: 

23.254899978637695

,
               

'sharpnr'

: 

-99999.0

,
               

'sigmagnr'

: 

-99999.0

}

,
              

{

'adpctdif1'

: 

0.0755549967288971

,
               

'adpctdif2'

: 

0.0751890018582344

,
               

'chinr'

: 

0.7649999856948853

,
               

'clrcoeff'

: 

-0.0392598994076252

,
               

'clrcounc'

: 

3.353289866936393e-05

,
               

'decnr'

: 

-24.8452452

,
               

'diffmaglim'

: 

18.967100143432617

,
               

'distnr'

: 

0.6486513018608093

,
               

'exptime'

: 

30.0

,
               

'fid'

: 

1

,
               

'field'

: 

278

,
               

'forcediffimflux'

: 

15780.5634765625

,
               

'forcediffimfluxunc'

: 

128.3584747314453

,
               

'jd'

: 

2460838.7735185

,
               

'magnr'

: 

12.856999397277832

,
               

'magzpsci'

: 

26.18720054626465

,
               

'magzpscirms'

: 

0.03522149845957756

,
               

'magzpsciunc'

: 

1.1523099601618014e-05

,
               

'pid'

: 

3084273512915

,
               

'procstatus'

: 

'0'

,
               

'programid'

: 

1

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'ranr'

: 

239.4767598

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'rcid'

: 

29

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'rfid'

: 

278120129

,
               

'scibckgnd'

: 

238.63099670410156

,
               

'sciinpseeing'

: 

2.3469998836517334

,
               

'scisigpix'

: 

21.36680030822754

,
               

'sharpnr'

: 

0.012000000104308128

,
               

'sigmagnr'

: 

0.013000000268220901

}

,
              

{

'adpctdif1'

: 

0.07039900124073029

,
               

'adpctdif2'

: 

0.0759890004992485

,
               

'chinr'

: 

1.0

,
               

'clrcoeff'

: 

0.08610159903764725

,
               

'clrcounc'

: 

3.5275999834993854e-05

,
               

'decnr'

: 

-24.845565

,
               

'diffmaglim'

: 

18.592199325561523

,
               

'distnr'

: 

3.861276626586914

,
               

'exptime'

: 

30.0

,
               

'fid'

: 

2

,
               

'field'

: 

277

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'forcediffimflux'

: 

-99999.0

,
               

'forcediffimfluxunc'

: 

-99999.0

,
               

'jd'

: 

2460837.7519213

,
               

'magnr'

: 

16.02199935913086

,
               

'magzpsci'

: 

26.16320037841797

,
               

'magzpscirms'

: 

0.03369830176234245

,
               

'magzpsciunc'

: 

1.2263099961273838e-05

,
               

'pid'

: 

3083251921615

,
               

'procstatus'

: 

'55'

,
               

'programid'

: 

1

,
               

'ranr'

: 

239.4755574

,
               

'rcid'

: 

16

,
               

'rfid'

: 

277120216

,
               

'scibckgnd'

: 

425.89898681640625

,
               

'sciinpseeing'

: 

1.9610999822616577

,
               

'scisigpix'

: 

33.04520034790039

,
               

'sharpnr'

: 

0.3919999897480011

,
               

'sigmagnr'

: 

0.2029999941587448

}

,
              

{

'adpctdif1'

: 

0.08151400089263916

,
               

'adpctdif2'

: 

0.09297599643468857

,
               

'chinr'

: 

-99999.0

,
               

'clrcoeff'

: 

0.07836530357599258

,
               

'clrcounc'

: 

2.707840030780062e-05

,
               

'decnr'

: 

-99999.0

,
               

'diffmaglim'

: 

19.271400451660156

,
               

'distnr'

: 

-99999.0

,
               

'exptime'

: 

30.0

,
               

'fid'

: 

2

,
               

'field'

: 

278

,
               

'forcediffimflux'

: 

-99999.0

,
               

'forcediffimfluxunc'

: 

-99999.0

,
               

'jd'

: 

2460833.7727083

,
               

'magnr'

: 

-99999.0

,
               

'magzpsci'

: 

26.206100463867188

,
               

'magzpscirms'

: 

0.03142450004816055

,
               

'magzpsciunc'

: 

9.263099855161272e-06

,
               

'pid'

: 

3079272702915

,
               

'procstatus'

: 

'55'

,
               

'programid'

: 

1

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'ranr'

: 

-99999.0

,
               

'rcid'

: 

29

,
               

'rfid'

: 

278120229

,
               

'scibckgnd'

: 

373.7770080566406

,
               

'sciinpseeing'

: 

2.1077001094818115

,
               

'scisigpix'

: 

18.0093994140625

,
               

'sharpnr'

: 

-99999.0

,
               

'sigmagnr'

: 

-99999.0

}

,
              

{

'adpctdif1'

: 

0.07423300296068192

,
               

'adpctdif2'

: 

0.08138000220060349

,
               

'chinr'

: 

0.7649999856948853

,
               

'clrcoeff'

: 

-0.017041999846696854

,
               

'clrcounc'

: 

1.6394700651289895e-05

,
               

'decnr'

: 

-24.8452452

,
               

'diffmaglim'

: 

19.61009979248047

,
               

'distnr'

: 

0.6486513018608093

,
               

'exptime'

: 

30.0

,
               

'fid'

: 

1

,
               

'field'

: 

278

,
               

'forcediffimflux'

: 

-29499.7734375

,
               

'forcediffimfluxunc'

: 

44.815250396728516

,
               

'jd'

: 

2460831.8560995

,
               

'magnr'

: 

12.856999397277832

,
               

'magzpsci'

: 

25.94099998474121

,
               

'magzpscirms'

: 

0.02466529980301857

,
               

'magzpsciunc'

: 

5.63689991395222e-06

,
               

'pid'

: 

3077356092915

,
               

'procstatus'

: 

'0'

,
               

'programid'

: 

1

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'ranr'

: 

239.4767598

,
               

'rcid'

: 

29

,
               

'rfid'

: 

278120129

,
               

'scibckgnd'

: 

191.40499877929688

,
               

'sciinpseeing'

: 

2.1061999797821045

,
               

'scisigpix'

: 

11.062600135803223

,
               

'sharpnr'

: 

0.012000000104308128

,
               

'sigmagnr'

: 

0.013000000268220901

}

,
              

{

'adpctdif1'

: 

0.07596000283956528

,
               

'adpctdif2'

: 

0.07594999670982361

,
               

'chinr'

: 

-99999.0

,
               

'clrcoeff'

: 

0.08668780326843262

,
               

'clrcounc'

: 

1.422280001861509e-05

,
               

'decnr'

: 

-99999.0

,
               

'diffmaglim'

: 

19.680200576782227

,
               

'distnr'

: 

-99999.0

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'exptime'

: 

30.0

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'fid'

: 

2

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'field'

: 

278

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'forcediffimflux'

: 

-99999.0

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'forcediffimfluxunc'

: 

-99999.0

,
               

'jd'

: 

2460831.8359491

,
               

'magnr'

: 

-99999.0

,
               

'magzpsci'

: 

26.11829948425293

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'magzpscirms'

: 

0.023010699078440666

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'magzpsciunc'

: 

4.885299858869985e-06

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'pid'

: 

3077335942915

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'procstatus'

: 

'55'

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'programid'

: 

1

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'ranr'

: 

-99999.0

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'rcid'

: 

29

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'rfid'

: 

278120229

,
               

'scibckgnd'

: 

351.86199951171875

,
               

'sciinpseeing'

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'pdiffimfilename'

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'/ztf/archive/sci/2025/0612/273507/ztf_20250612273507_000278_zg_c08_o_q2_scimrefdiffimg.fits.fz'

,
                     

'pid'

: 

3084273512915

,
                     

'programid'

: 

1

,
                     

'programpi'

: 

'Kulkarni'

,
                     

'ra'

: 

None

,
                     

'ranr'

: 

None

,
                     

'rb'

: 

None

,
                     

'rbversion'

: 

't17_f5_c3'

,
                     

'rcid'

: 

29

,
                     

'scorr'

: 

None

,
                     

'seeratio'

: 

None

,
                     

'sharpnr'

: 

None

,
                     

'sigmagap'

: 

None

,
                     

'sigmagapbig'

: 

None

,
                     

'sigmagnr'

: 

None

,
                     

'sigmapsf'

: 

None

,
                     

'sky'

: 

None

,
                     

'ssdistnr'

: 

None

,
                     

'ssmagnr'

: 

None

,
                     

'ssnamenr'

: 

None

,
                     

'sumrat'

: 

None

,
                     

'tblid'

: 

None

,
                     

'xpos'

: 

None

,
                     

'ypos'

: 

None

}

,
                    

{

'aimage'

: 

None

,
                     

'aimagerat'

: 

None

,
                     

'bimage'

: 

None

,
                     

'bimagerat'

: 

None

,
                     

'candid'

: 

None

,
                     

'chinr'

: 

None

,
                     

'chipsf'

: 

None

,
                     

'classtar'

: 

None

,
                     

'clrcoeff'

: 

0.09258980304002762

,
                     

'clrcounc'

: 

1.9231300029787235e-05

,
                     

'dec'

: 

None

,
                     

'decnr'

: 

None

,
                     

'diffmaglim'

: 

18.868999481201172

,
                     

'distnr'

: 

None

,
                     

'elong'

: 

None

,
                     

'fid'

: 

2

,
                     

'field'

: 

278

,
                     

'fwhm'

: 

None

,
                     

'isdiffpos'

: 

None

,
                     

'jd'

: 

2460838.7940741

,
                     

'magap'

: 

None

,
                     

'magapbig'

: 

None

,
                     

'magdiff'

: 

None

,
                     

'magfromlim'

: 

None

,
                     

'magnr'

: 

None

,
                     

'magpsf'

: 

None

,
                     

'magzpsci'

: 

26.202600479125977

,
                     

'magzpscirms'

: 

0.02657349966466427

,
                     

'magzpsciunc'

: 

6.591959845536621e-06

,
                     

'mindtoedge'

: 

None

,
                     

'nbad'

: 

None

,
                     

'nid'

: 

3084

,
                     

'nneg'

: 

None

,
                     

'pdiffimfilename'

: 

'/ztf/archive/sci/2025/0612/294062/ztf_20250612294062_000278_zr_c08_o_q2_scimrefdiffimg.fits.fz'

,
                     

'pid'

: 

3084294072915

,
                     

'programid'

: 

1

,
                     

'programpi'

: 

'Kulkarni'

,
                     

'ra'

: 

None

,
                     

'ranr'

: 

None

,
                     

'rb'

: 

None

,
                     

'rbversion'

: 

't17_f5_c3'

,
                     

'rcid'

: 

29

,
                     

'scorr'

: 

None

,
                     

'seeratio'

: 

None

,
                     

'sharpnr'

: 

None

,
                     

'sigmagap'

: 

None

,
                     

'sigmagapbig'

: 

None

,
                     

'sigmagnr'

: 

None

,
                     

'sigmapsf'

: 

None

,
                     

'sky'

: 

None

,
                     

'ssdistnr'

: 

None

,
                     

'ssmagnr'

: 

None

,
                     

'ssnamenr'

: 

None

,
                     

'sumrat'

: 

None

,
                     

'tblid'

: 

None

,
                     

'xpos'

: 

None

,
                     

'ypos'

: 

None

}

,
                    

{

'aimage'

: 

1.1970000267028809

,
                     

'aimagerat'

: 

0.11400000005960464

,
                     

'bimage'

: 

1.1019999980926514

,
                     

'bimagerat'

: 

0.10495200008153915

,
                     

'candid'

: 

3085289651615020025

,
                     

'chinr'

: 

0.4740000069141388

,
                     

'chipsf'

: 

239.4720001220703

,
                     

'classtar'

: 

1.0

,
                     

'clrcoeff'

: 

-0.07047820091247559

,
                     

'clrcounc'

: 

5.9005400544265285e-05

,
                     

'dec'

: 

-24.8451499

,
                     

'decnr'

: 

-24.8452414

,
                     

'diffmaglim'

: 

18.744699478149414

,
                     

'distnr'

: 

0.3840070068836212

,
                     

'elong'

: 

1.086210012435913

,
                     

'fid'

: 

1

,
                     

'field'

: 

277

,
                     

'fwhm'

: 

10.5

,
                     

'isdiffpos'

: 

'f'

,
                     

'jd'

: 

2460839.7896528

,
                     

'magap'

: 

14.41469955444336

,
                     

'magapbig'

: 

14.385600090026855

,
                     

'magdiff'

: 

0.11131499707698822

,
                     

'magfromlim'

: 

4.329999923706055

,
                     

'magnr'

: 

12.86400032043457

,
                     

'magpsf'

: 

14.303400039672852

,
                     

'magzpsci'

: 

25.960399627685547

,
                     

'magzpscirms'

: 

0.041872501373291016

,
                     

'magzpsciunc'

: 

2.0415100152604282e-05

,
                     

'mindtoedge'

: 

1102.9599609375

,
                     

'nbad'

: 

0

,
                     

'nid'

: 

3085

,
                     

'nneg'

: 

0

,
                     

'pdiffimfilename'

: 

'/ztf/archive/sci/2025/0613/289653/ztf_20250613289653_000277_zg_c05_o_q1_scimrefdiffimg.fits.fz'

,
                     

'pid'

: 

3085289651615

,
                     

'programid'

: 

1

,
                     

'programpi'

: 

'Kulkarni'

,
                     

'ra'

: 

239.4768285

,
                     

'ranr'

: 

239.4767641

,
                     

'rb'

: 

0.6842859983444214

,
                     

'rbversion'

: 

't17_f5_c3'

,
                     

'rcid'

: 

16

,
                     

'scorr'

: 

15.4239

,
                     

'seeratio'

: 

0.2870100140571594

,
                     

'sharpnr'

: 

-0.006000000052154064

,
                     

'sigmagap'

: 

0.007400000002235174

,
                     

'sigmagapbig'

: 

0.00860000029206276

,
                     

'sigmagnr'

: 

0.010999999940395355

,
                     

'sigmapsf'

: 

0.03801799938082695

,
                     

'sky'

: 

7.9650797843933105

,
                     

'ssdistnr'

: 

None

,
                     

'ssmagnr'

: 

None

,
                     

'ssnamenr'

: 

None

,
                     

'sumrat'

: 

1.0

,
                     

'tblid'

: 

25

,
                     

'xpos'

: 

1690.31005859375

,
                     

'ypos'

: 

1977.5400390625

}

,
                    

{

'aimage'

: 

None

,
                     

'aimagerat'

: 

None

,
                     

'bimage'

: 

None

,
                     

'bimagerat'

: 

None

,
                     

'candid'

: 

None

,
                     

'chinr'

: 

None

,
                     

'chipsf'

: 

None

,
                     

'classtar'

: 

None

,
                     

'clrcoeff'

: 

0.06881029903888702

,
                     

'clrcounc'

: 

1.1466599971754476e-05

,
                     

'dec'

: 

None

,
                     

'decnr'

: 

None

,
                     

'diffmaglim'

: 

19.337600708007812

,
                     

'distnr'

: 

None

,
                     

'elong'

: 

None

,
                     

'fid'

: 

2

,
                     

'field'

: 

277

,
                     

'fwhm'

: 

None

,
                     

'isdiffpos'

: 

None

,
                     

'jd'

: 

2460839.8065625

,
                     

'magap'

: 

None

,
                     

'magapbig'

: 

None

,
                     

'magdiff'

: 

None

,
                     

'magfromlim'

: 

None

,
                     

'magnr'

: 

None

,
                     

'magpsf'

: 

None

,
                     

'magzpsci'

: 

26.215499877929688

,
                     

'magzpscirms'

: 

0.01962440088391304

,
                     

'magzpsciunc'

: 

4.007270035799593e-06

,
                     

'mindtoedge'

: 

None

,
                     

'nbad'

: 

None

,
                     

'nid'

: 

3085

,
                     

'nneg'

: 

None

,
                     

'pdiffimfilename'

: 

'/ztf/archive/sci/2025/0613/306562/ztf_20250613306562_000277_zr_c05_o_q1_scimrefdiffimg.fits.fz'

,
                     

'pid'

: 

3085306561615

,
                     

'programid'

: 

1

,
                     

'programpi'

: 

'Kulkarni'

,
                     

'ra'

: 

None

,
                     

'ranr'

: 

None

,
                     

'rb'

: 

None

,
                     

'rbversion'

: 

't17_f5_c3'

,
                     

'rcid'

: 

16

,
                     

'scorr'

: 

None

,
                     

'seeratio'

: 

None

,
                     

'sharpnr'

: 

None

,
                     

'sigmagap'

: 

None

,
                     

'sigmagapbig'

: 

None

,
                     

'sigmagnr'

: 

None

,
                     

'sigmapsf'

: 

None

,
                     

'sky'

: 

None

,
                     

'ssdistnr'

: 

None

,
                     

'ssmagnr'

: 

None

,
                     

'ssnamenr'

: 

None

,
                     

'sumrat'

: 

None

,
                     

'tblid'

: 

None

,
                     

'xpos'

: 

None

,
                     

'ypos'

: 

None

}

]

,
 

'publisher'

: 

'ZTF (www.ztf.caltech.edu)'

,
 

'schemavsn'

: 

'4.02'

}

for k, v in record.items():
    print(f"{k}: {v}")

schemavsn: 4.02

publisher: ZTF (www.ztf.caltech.edu)

objectId: ZTF19abafwwk

candid: 3086230532915015027

candidate: {'jd': 2460840.7305324, 'fid': 1, 'pid': 3086230532915, 'diffmaglim': 19.93616485595703, 'pdiffimfilename': 'ztf_20250614230521_000278_zg_c08_o_q2_scimrefdiffimg.fits', 'programpi': 'Kulkarni', 'programid': 1, 'candid': 3086230532915015027, 'isdiffpos': 't', 'tblid': 27, 'nid': 3086, 'rcid': 29, 'field': 278, 'xpos': 2323.140380859375, 'ypos': 2037.85302734375, 'ra': 239.476729, 'dec': -24.8454232, 'magpsf': 14.146419525146484, 'sigmapsf': 0.04640359431505203, 'chipsf': 281.27392578125, 'magap': 14.29800033569336, 'sigmagap': 0.004999999888241291, 'distnr': 0.6430389881134033, 'magnr': 12.856999397277832, 'sigmagnr': 0.013000000268220901, 'chinr': 0.7649999856948853, 'sharpnr': 0.012000000104308128, 'sky': 0.013669529929757118, 'magdiff': 0.15158000588417053, 'fwhm': 2.0399999618530273, 'classtar': 1.0, 'mindtoedge': 749.3596801757812, 'magfromlim': 5.638165473937988, 'seeratio': 1.3013924360275269, 'aimage': 0.6679999828338623, 'bimage': 0.6380000114440918, 'aimagerat': 0.3274509906768799, 'bimagerat': 0.3127450942993164, 'elong': 1.0470219850540161, 'nneg': 1, 'nbad': 0, 'rb': 0.6171428561210632, 'ssdistnr': -999.0, 'ssmagnr': -999.0, 'ssnamenr': 'null', 'sumrat': 1.0, 'magapbig': 14.296899795532227, 'sigmagapbig': 0.0052999998442828655, 'ranr': 239.4767598, 'decnr': -24.8452452, 'sgmag1': 13.02400016784668, 'srmag1': 11.87600040435791, 'simag1': 11.314000129699707, 'szmag1': 10.949000358581543, 'sgscore1': 0.5, 'distpsnr1': 0.96211177110672, 'ndethist': 287, 'ncovhist': 1172, 'jdstarthist': 2458642.7938194, 'jdendhist': 2460840.7305324, 'scorr': 12.4412078857422, 'tooflag': 0, 'objectidps1': 78182394768016109, 'objectidps2': 78182394773195594, 'sgmag2': -999.0, 'srmag2': -999.0, 'simag2': -999.0, 'szmag2': 16.714000701904297, 'sgscore2': 0.5, 'distpsnr2': 2.3872311115264893, 'objectidps3': 78182394754726047, 'sgmag3': -999.0, 'srmag3': -999.0, 'simag3': 16.682300567626953, 'szmag3': 15.946700096130371, 'sgscore3': 0.5, 'distpsnr3': 4.148247718811035, 'nmtchps': 20, 'rfid': 278120129, 'jdstartref': 2458235.875718, 'jdendref': 2458654.792813, 'nframesref': 15, 'rbversion': 't17_f5_c3', 'dsnrms': 683.1524047851562, 'ssnrms': 1576.93994140625, 'dsdiff': -893.7875366210938, 'magzpsci': 26.133420944213867, 'magzpsciunc': 4.484400051296689e-06, 'magzpscirms': 0.022290000692009926, 'nmatches': 1923, 'clrcoeff': -0.02239600010216236, 'clrcounc': 1.305089972447604e-05, 'zpclrcov': -7.430000096064759e-06, 'zpmed': 26.121999740600586, 'clrmed': 0.5299999713897705, 'clrrms': 0.13931599259376526, 'neargaia': 0.7262901663780212, 'neargaiabright': 0.7262901663780212, 'maggaia': 11.65066146850586, 'maggaiabright': 11.65066146850586, 'exptime': 30.0, 'drb': 0.9413444995880127, 'drbversion': 'd6_m7'}

prv_candidates: [{'jd': 2460810.8503819, 'fid': 2, 'pid': 3056350381615, 'diffmaglim': 19.05270004272461, 'pdiffimfilename': '/ztf/archive/sci/2025/0515/350370/ztf_20250515350370_000277_zr_c05_o_q1_scimrefdiffimg.fits.fz', 'programpi': 'Kulkarni', 'programid': 1, 'candid': None, 'isdiffpos': None, 'tblid': None, 'nid': 3056, 'rcid': 16, 'field': 277, 'xpos': None, 'ypos': None, 'ra': None, 'dec': None, 'magpsf': None, 'sigmapsf': None, 'chipsf': None, 'magap': None, 'sigmagap': None, 'distnr': None, 'magnr': None, 'sigmagnr': None, 'chinr': None, 'sharpnr': None, 'sky': None, 'magdiff': None, 'fwhm': None, 'classtar': None, 'mindtoedge': None, 'magfromlim': None, 'seeratio': None, 'aimage': None, 'bimage': None, 'aimagerat': None, 'bimagerat': None, 'elong': None, 'nneg': None, 'nbad': None, 'rb': None, 'ssdistnr': None, 'ssmagnr': None, 'ssnamenr': None, 'sumrat': None, 'magapbig': None, 'sigmagapbig': None, 'ranr': None, 'decnr': None, 'scorr': None, 'magzpsci': 26.18470001220703, 'magzpsciunc': 6.038880201231223e-06, 'magzpscirms': 0.024211600422859192, 'clrcoeff': 0.0740974023938179, 'clrcounc': 1.7259699234273285e-05, 'rbversion': 't17_f5_c3'}, {'jd': 2460811.8362616, 'fid': 2, 'pid': 3057336262915, 'diffmaglim': 19.460599899291992, 'pdiffimfilename': '/ztf/archive/sci/2025/0516/336262/ztf_20250516336262_000278_zr_c08_o_q2_scimrefdiffimg.fits.fz', 'programpi': 'Kulkarni', 'programid': 1, 'candid': None, 'isdiffpos': None, 'tblid': None, 'nid': 3057, 'rcid': 29, 'field': 278, 'xpos': None, 'ypos': None, 'ra': None, 'dec': None, 'magpsf': None, 'sigmapsf': None, 'chipsf': None, 'magap': None, 'sigmagap': None, 'distnr': None, 'magnr': None, 'sigmagnr': None, 'chinr': None, 'sharpnr': None, 'sky': None, 'magdiff': None, 'fwhm': None, 'classtar': None, 'mindtoedge': None, 'magfromlim': None, 'seeratio': None, 'aimage': None, 'bimage': None, 'aimagerat': None, 'bimagerat': None, 'elong': None, 'nneg': None, 'nbad': None, 'rb': None, 'ssdistnr': None, 'ssmagnr': None, 'ssnamenr': None, 'sumrat': None, 'magapbig': None, 'sigmagapbig': None, 'ranr': None, 'decnr': None, 'scorr': None, 'magzpsci': 26.214599609375, 'magzpsciunc': 4.046110007038806e-06, 'magzpscirms': 0.02087719924747944, 'clrcoeff': 0.09222110360860825, 'clrcounc': 1.1789499694714323e-05, 'rbversion': 't17_f5_c3'}, {'jd': 2460811.9187384, 'fid': 1, 'pid': 3057418732915, 'diffmaglim': 18.993000030517578, 'pdiffimfilename': '/ztf/archive/sci/2025/0516/418565/ztf_20250516418565_000278_zg_c08_o_q2_scimrefdiffimg.fits.fz', 'programpi': 'Kulkarni', 'programid': 1, 'candid': None, 'isdiffpos': None, 'tblid': None, 'nid': 3057, 'rcid': 29, 'field': 278, 'xpos': None, 'ypos': None, 'ra': None, 'dec': None, 'magpsf': None, 'sigmapsf': None, 'chipsf': None, 'magap': None, 'sigmagap': None, 'distnr': None, 'magnr': None, 'sigmagnr': None, 'chinr': None, 'sharpnr': None, 'sky': None, 'magdiff': None, 'fwhm': None, 'classtar': None, 'mindtoedge': None, 'magfromlim': None, 'seeratio': None, 'aimage': None, 'bimage': None, 'aimagerat': None, 'bimagerat': None, 'elong': None, 'nneg': None, 'nbad': None, 'rb': None, 'ssdistnr': None, 'ssmagnr': None, 'ssnamenr': None, 'sumrat': None, 'magapbig': None, 'sigmagapbig': None, 'ranr': None, 'decnr': None, 'scorr': None, 'magzpsci': 26.084400177001953, 'magzpsciunc': 1.148469982581446e-05, 'magzpscirms': 0.03524940088391304, 'clrcoeff': -0.04052690044045448, 'clrcounc': 3.335750079713762e-05, 'rbversion': 't17_f5_c3'}, {'jd': 2460814.8133681, 'fid': 1, 'pid': 3060313361615, 'diffmaglim': 19.308000564575195, 'pdiffimfilename': '/ztf/archive/sci/2025/0519/313183/ztf_20250519313183_000277_zg_c05_o_q1_scimrefdiffimg.fits.fz', 'programpi': 'Kulkarni', 'programid': 1, 'candid': 3060313361615030024, 'isdiffpos': 'f', 'tblid': 24, 'nid': 3060, 'rcid': 16, 'field': 277, 'xpos': 1692.3499755859375, 'ypos': 2016.7900390625, 'ra': 239.4767407, 'dec': -24.845217, 'magpsf': 13.698800086975098, 'sigmapsf': 0.019293999299407005, 'chipsf': 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So, from above, we want to put objectId, candidate, and coordinates into the database (what BOOM does).

coordinates is a GeoJSON object in MongoDB used for indexing with l and b attributes.

# Check out the NED alerts

! head -n 79 data/kowalski.NED.json

[{
  "_id": {
    "$oid": "64502cb0ba2f32fa82ea64ab"
  },
  "objname": "UGC 00002",
  "ra": 0.60808333333,
  "dec": 44.92088888889,
  "objtype": "G",
  "z": 0.0625780001282692,
  "z_tech": "PHOT",
  "z_qual": 70,
  "z_qual_flag": 70,
  "z_refcode": "2014ApJS..210....9B",
  "ziDist_method": "",
  "ziDist_indicator": "",
  "ziDist_refcode": "",
  "DistMpc": 282.3288879394531,
  "DistMpc_method": "Redshift",
  "ebv": 0.08089999854564667,
  "A_FUV_MWext": 0.6477949023246765,
  "A_NUV_MWext": 0.7270264029502869,
  "A_J_MWext": 0.06572124361991882,
  "A_H_MWext": 0.04094123840332031,
  "A_Ks_MWext": 0.02808086760342121,
  "A_W1_MWext": 0.016057683154940605,
  "A_W2_MWext": 0.011201830580830574,
  "A_W3_MWext": 0.004272725433111191,
  "A_W4_MWext": 0.0022229051683098078,
  "GALEXphot": "",
  "m_J": 13.57699966430664,
  "m_J_unc": 0.08299999684095383,
  "m_H": 12.717000007629395,
  "m_H_unc": 0.09399999678134918,
  "m_Ks": 12.444999694824219,
  "m_Ks_unc": 0.1080000028014183,
  "Lum_J": 1.4539617220942728e+44,
  "Lum_J_unc": 1.1115300315560714e+43,
  "Lum_H": 1.4979191941831128e+44,
  "Lum_H_unc": 1.2968995382656174e+43,
  "Lum_Ks": 9.532749921619305e+43,
  "Lum_Ks_unc": 9.482702309723642e+42,
  "tMASSphot": "XSC",
  "m_W1": 12.088000297546387,
  "m_W1_unc": 0.00800000037997961,
  "m_W2": 11.947999954223633,
  "m_W2_unc": 0.017999999225139618,
  "m_W3": 8.604000091552734,
  "m_W3_unc": 0.017000000923871994,
  "m_W4": 7.0970001220703125,
  "m_W4_unc": 0.13099999725818634,
  "Lum_W1": 3.9156261526681e+43,
  "Lum_W1_unc": 2.8852365251192026e+41,
  "Lum_W2": 1.792635462628545e+43,
  "Lum_W2_unc": 2.9720400073044185e+41,
  "Lum_W3": 2.844899722792429e+43,
  "Lum_W3_unc": 4.454572910565749e+41,
  "Lum_W4": 1.5722874517963362e+43,
  "Lum_W4_unc": 1.8971138050356373e+42,
  "WISEphot": "APER",
  "SFR_W4": 3.071673844353353,
  "SFR_W4_unc": 0.3706265573786736,
  "ET_flag": 70,
  "Mstar": 123912220021.1424,
  "Mstar_unc": 913049533.2655704,
  "MLratio": 0.5,
  "coordinates": {
    "radec_str": [
      "00:02:25.9400",
      "44:55:15.200"
    ],
    "radec_geojson": {
      "type": "Point",
      "coordinates": [
        -179.39191666667,
        44.92088888889
      ]
    }
  }
},